{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pylab as pl"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib as mpl\n",
    "mpl.rcParams['font.sans-serif'] = ['SimHei']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# SciPy-数值计算库"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'1.0.0'"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import scipy\n",
    "scipy.__version__"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 常数和特殊函数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "299792458.0\n",
      "6.62607004e-34\n"
     ]
    }
   ],
   "source": [
    "from scipy import constants as C\n",
    "print (C.c) # 真空中的光速\n",
    "print (C.h) # 普朗克常数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(9.10938356e-31, 'kg', 1.1e-38)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "C.physical_constants[\"electron mass\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1609.3439999999998\n",
      "0.0254\n",
      "0.001\n",
      "0.45359236999999997\n"
     ]
    }
   ],
   "source": [
    "# 1英里等于多少米, 1英寸等于多少米, 1克等于多少千克, 1磅等于多少千克\n",
    "print(C.mile)\n",
    "print(C.inch)\n",
    "print(C.gram)\n",
    "print(C.pound)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "import scipy.special as S"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1.0\n",
      "0.0\n",
      "1e-20\n"
     ]
    }
   ],
   "source": [
    "print (1 + 1e-20)\n",
    "print (np.log(1+1e-20))\n",
    "print (S.log1p(1e-20))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[(200, 4), (200, 4), (200, 4), (200, 4)]\n"
     ]
    }
   ],
   "source": [
    "m = np.linspace(0.1, 0.9, 4)\n",
    "u = np.linspace(-10, 10, 200)\n",
    "results = S.ellipj(u[:, None], m[None, :])\n",
    "\n",
    "print([y.shape for y in results])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1531b6bde80>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#%figonly=使用广播计算得到的`ellipj()`返回值\n",
    "fig, axes = pl.subplots(2, 2, figsize=(12, 4))\n",
    "labels = [\"$sn$\", \"$cn$\", \"$dn$\", \"$\\phi$\"]\n",
    "for ax, y, label in zip(axes.ravel(), results, labels):\n",
    "    ax.plot(u, y)\n",
    "    ax.set_ylabel(label)\n",
    "    ax.margins(0, 0.1)\n",
    "    \n",
    "axes[1, 1].legend([\"$m={:g}$\".format(m_) for m_ in m], loc=\"best\", ncol=2);"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
